This really isn't that hard to understand. The link posted with the question's answer is plainly obvious.

http://www.microsoft.com/sql/prodinfo/features/compare-features.mspx

In the Workgroup column on the row for RAM, the limit is clearly stated at 3GB.

This has nothing to do with the OS installed on or the amount of installed memory in the system.